{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9c8ffcb2-0a96-445f-ba8c-254dc5652cea",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T06:15:41.941628Z",
     "start_time": "2025-04-29T06:15:41.606311Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np     #只需要下载numpy库即可\n",
    "import random\n",
    "import GridWorld_v3\n",
    "from draw import draw  #绘图函数\n",
    "import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7387a8a2-6f30-4827-b03c-0fdf337aad35",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T06:15:41.945137Z",
     "start_time": "2025-04-29T06:15:41.942133Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "⬜️⬜️⬜️⬜️⬜️\n",
      "⬜️🚫🚫⬜️⬜️\n",
      "⬜️⬜️🚫⬜️⬜️\n",
      "⬜️🚫✅🚫⬜️\n",
      "⬜️🚫⬜️⬜️⬜️\n"
     ]
    }
   ],
   "source": [
    "rows = 5      #记得行数和列数这里要同步改\n",
    "columns = 5\n",
    "gridworld = GridWorld_v3.GridWorld_v3(forbiddenAreaScore=-10, score=1,desc = [\".....\",\".##..\",\"..#..\",\".#T#.\",\".#...\"]) \n",
    "gridworld.show()\n",
    "trajectorySteps = 1000"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22bea70ee23b5d7a",
   "metadata": {},
   "source": [
    "# 这个代码的目标是研究policy为0.2时，先采样getTrajectoryScore500次,对应的state value是如何的，虽然没有收敛到最优解"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d1b33d02-f530-46d4-a8ea-b0422e16502d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T06:15:42.387909Z",
     "start_time": "2025-04-29T06:15:41.945137Z"
    }
   },
   "outputs": [],
   "source": [
    "policy = 0.2 * np.ones((rows*columns,5))\n",
    "episodes = [gridworld.getTrajectoryScore(nowState = 10,action = random.randint(0,4),policy = policy) \n",
    "            for i in range(500)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6abe1e3a-f4a6-4366-aabf-d09279d85477",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T06:15:42.390914Z",
     "start_time": "2025-04-29T06:15:42.387909Z"
    }
   },
   "outputs": [],
   "source": [
    "state_values = np.array([random.random() for i in range(25)])\n",
    "learning_rate = 0.01\n",
    "gamma = 0.99"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "33eef165-342a-416a-8879-e3b804cfb3de",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T06:15:44.261348Z",
     "start_time": "2025-04-29T06:15:42.390914Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/100 [00:00<?, ?it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 16%|█▌        | 16/100 [00:00<00:01, 53.05it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 38%|███▊      | 38/100 [00:00<00:01, 58.24it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 53%|█████▎    | 53/100 [00:01<00:00, 52.71it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 77%|███████▋  | 77/100 [00:01<00:00, 58.71it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [00:01<00:00, 51.65it/s]\n"
     ]
    }
   ],
   "source": [
    "# 外层循环，使用 tqdm 库显示进度条，总共迭代 100 次\n",
    "for _ in tqdm.tqdm(range(100)):\n",
    "    # 遍历所有的情节（episodes）\n",
    "    for i in range(len(episodes)):\n",
    "        # 逆序遍历当前情节中的每一个轨迹,从target位置往前遍历，这样效果会更好，使得更新更准确，减少了无关状态的干扰，在强化学习中，若从最初状态开始更新，后续的状态更新可能会因为错误的决策而进一步放大错误。逆序遍历从目标位置向前可以避免这种情况，让每次更新更依赖于高质量的后续状态信息\n",
    "        for j in range(len(episodes[i])-1,-1,-1):\n",
    "            # 获取当前轨迹\n",
    "            trajectory = episodes[i][j]\n",
    "            # 解包轨迹中的信息，包括当前状态、动作、得分、下一个状态、下一个动作和是否终止标志\n",
    "            tmpstate, tmpaction, tmpscore, nextState, nextAction, terminal = trajectory\n",
    "            # 获取下一个状态的值\n",
    "            next_state_value = state_values[nextState]\n",
    "            # 计算目标值，使用贝尔曼方程，当到达target状态时，不考虑下一个状态的值，这时1.0 - terminal为0\n",
    "            target = tmpscore + (1.0 - terminal) * gamma * next_state_value\n",
    "    \n",
    "            # 计算时间差分（TD）误差\n",
    "            TD_error = state_values[tmpstate] - target\n",
    "            \n",
    "            # 根据 TD 误差更新当前状态的值\n",
    "            state_values[tmpstate] -= learning_rate * TD_error\n",
    "            \n",
    "    # 每迭代 20 次执行以下操作\n",
    "    if _ % 20 == 0:\n",
    "        # 随机初始化动作值函数\n",
    "        action_values = np.random.rand(25,5)\n",
    "        # 遍历所有状态和动作\n",
    "        for i in range(25):\n",
    "            for j in range(5):\n",
    "                # 从网格世界中获取执行动作的得分和下一个状态\n",
    "                score, nextState = gridworld.getScore(i,j)\n",
    "                # 计算动作值函数\n",
    "                action_values[i][j] = score + gamma * state_values[nextState]\n",
    "        \n",
    "        # 获取每个状态下的最优动作\n",
    "        p = np.argmax(action_values,axis=1)\n",
    "        # 绘制状态值和最优动作\n",
    "        draw(state_values.reshape(5,5), p)"
   ]
  }
 ],
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